Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Adopting the classical Vitruvian definition of the ARCHITECTURE as unity of the Form-Function-Structure trinity, on cosmic level results the extended definition of the COSMIC ARCHITECTURE as quaternionic resultant of the three-interactional systemic components Dynamic/Cyclic Form- Evolution Function-Dual Structure. Starting from the WHOLE PERIODIC SYSTEM with 558 chemical elements, Gluon and Quark preelements, and the start/transitional IOVITZU’S ETHERON, and extending it with the 9th BIONIC/ETHERONIC axis perpendicular to the well-known 8 axes/16 semiaxes, resulted a GENERALIZATION of this EXTENDED WHOLE PERIODIC SYSTEM within a fractal-like structured octavic system. The Dynamic Duality of the Evolution being present everywhere at all times, on micro- and macro-cosmic levels alike, in form of nucleonic and bionic structures based on the sphere-torus reciprocal dual relations, we can distinguish nucleonic and bionic atomic structures, respectively nucleonic structured/octavic/light and bionic stuctured/pentatonic/dark cosmic evolutionary phases, with meaningful consequences of this new world concept/view of life. The DUALITY implying the SPLITTING possibility, the ancient Greek „a-tom”=unsplittable is followed by its successive discovered components proton-neutron-quark-gluon-ETHERON-BION, and on higher cosmic levels the Lightness/Darkness (determined by the etheronic-bionic balance within the spheric-toroidal structures), Life, Chaos, Gravitation. Every dual system or cosmic formation is splittable, it is „only” an energetic barriers question! The other-quaternionic- structural principle leads us to the Menora-like gradual structural diversity of the GRAVITATION, in correlation with the above mentioned energetic barriers.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it